{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CarLane: Experiment Code\n",
    "\n",
    "preprocess carlane dataset and generate official dataset code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import random\n",
    "import json\n",
    "from PIL import Image, ImageDraw\n",
    "import numpy as np\n",
    "import os\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"0\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data_path = '../data/2.7万张道路线精细标注抽取2000张/'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### train val split and get classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "code_folding": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total image:2000\n",
      "train val split: train:1900, val:100\n",
      "total class:21\n",
      "[('turn right', 1), ('turn around', 2), ('one', 3), ('sidewalk', 4), ('seven', 5), ('turn left', 6), ('four', 7), ('void', 8), ('route void', 9), ('straight and left', 10), ('stop line', 11), ('straight and right', 12), ('straight and turn around', 13), ('nine', 14), ('straight', 15), ('eight', 16), ('three', 17), ('dotted line', 18), ('zero', 19), ('six', 20), ('solid line', 21)]\n",
      "save to: ../data/2.7万张道路线精细标注抽取2000张/train_val.json\n"
     ]
    }
   ],
   "source": [
    "data = os.listdir(data_path)\n",
    "names = []\n",
    "for line in data:\n",
    "    name, t = line.split('.')\n",
    "    if t == 'jpg':\n",
    "        names.append(name)\n",
    "print('total image:{}'.format(len(names)))\n",
    "\n",
    "val = random.sample(names,100)\n",
    "train = list(set(names) - set(val))\n",
    "\n",
    "print('train val split: train:{}, val:{}'.format(len(train), len(val)))\n",
    "\n",
    "classes = set()\n",
    "for name in names:\n",
    "    json_path = data_path + name + '.json'\n",
    "    annotation = json.load(open(json_path))\n",
    "    annotation = annotation['datalist']\n",
    "    for mask in annotation:\n",
    "        classes.add(mask['type'])\n",
    "classes = [(c,idx) for idx,c in enumerate(classes,1)]\n",
    "\n",
    "print('total class:{}'.format(len(classes)))\n",
    "print(classes)\n",
    "\n",
    "data_json = {\n",
    "    'train':train,\n",
    "    'val':val,\n",
    "    'classes':classes\n",
    "}\n",
    "\n",
    "save_path = data_path+'train_val.json'\n",
    "json.dump(data_json, open(save_path,'w'))\n",
    "print('save to: '+ save_path)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compute Image mean "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 115.48754211  115.8632623   116.18719119]\n"
     ]
    }
   ],
   "source": [
    "mean = np.array([0.0,0.0,0.0])\n",
    "for name in names:\n",
    "    image = Image.open(os.path.join(data_path, name+'.jpg'))\n",
    "    image = np.array(image)\n",
    "    for i in range(3):\n",
    "        mean[i] += image[:,:,i].mean()\n",
    "mean = mean / len(names)     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 115.48754211,  115.8632623 ,  116.18719119])"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset Code\n",
    "\n",
    "official code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from mrcnn import utils\n",
    "\n",
    "\n",
    "class CarlaneDataset(utils.Dataset):\n",
    "    \"\"\"\n",
    "    train_val.json:{\n",
    "        \"train\": xx,\n",
    "        \"val\":xx,\n",
    "        \"classes\":xx\n",
    "    }\n",
    "    train, val: [image_name,...]\n",
    "    classes: [(class_name, class_id),...]\n",
    "    \"\"\"\n",
    "\n",
    "    def load_carlane(self, dataset_dir, subset):\n",
    "        assert subset in [\"train\", \"val\"]\n",
    "        data = json.load(\n",
    "            open(os.path.join(dataset_dir, 'train_val.json'), 'r'))\n",
    "\n",
    "        classes = data['classes']\n",
    "        for c in classes:\n",
    "            self.add_class(\"carlane\", c[1], c[0])\n",
    "\n",
    "        self.class_map = {}\n",
    "        for c in classes:\n",
    "            self.class_map[c[0]] = c[1]\n",
    "\n",
    "        image_names = data[subset]\n",
    "\n",
    "        # Add images\n",
    "        for image_name in image_names:\n",
    "            json_path = os.path.join(dataset_dir, image_name + '.json')\n",
    "            annotation = json.load(open(json_path))\n",
    "            annotation = annotation['datalist']\n",
    "            polygons = [a['arr'] for a in annotation]\n",
    "            polygons = [[(xy['x'], xy['y']) for xy in p] for p in polygons]\n",
    "            polygon_types = [a['type'] for a in annotation]\n",
    "\n",
    "            image_path = os.path.join(dataset_dir, image_name + '.jpg')\n",
    "            image = Image.open(image_path)\n",
    "            width, height = image.size\n",
    "\n",
    "            self.add_image(\n",
    "                \"carlane\",\n",
    "                image_id=image_name,\n",
    "                path=image_path,\n",
    "                width=width,\n",
    "                height=height,\n",
    "                polygons=polygons,\n",
    "                polygon_types=polygon_types)\n",
    "\n",
    "    def load_mask(self, image_id):\n",
    "\n",
    "        # Convert polygons to a bitmap mask of shape\n",
    "        # [height, width, insstance_count]\n",
    "        info = self.image_info[image_id]\n",
    "        polygons = info[\"polygons\"]\n",
    "        polygon_types = info[\"polygon_types\"]\n",
    "        mask = np.zeros([height, width, len(polygons)], dtype=np.uint8)\n",
    "        for i, polygon in enumerate(polygons):\n",
    "            m = Image.new('L', (width, height), color=0)\n",
    "            draw = ImageDraw.Draw(m)\n",
    "            draw.polygon(polygon, fill=1, outline=1)\n",
    "            mask[:, :, i] = np.array(m)\n",
    "        polygon_ids = np.array([self.class_map[t] for t in polygon_types])\n",
    "        return mask.astype(np.bool), polygon_ids.astype(np.int32)\n",
    "\n",
    "    def image_reference(self, image_id):\n",
    "\n",
    "        info = self.image_info[image_id]\n",
    "        if info[\"source\"] == \"carlane\":\n",
    "            return info[\"path\"]\n",
    "        else:\n",
    "            super(self.__class__, self).image_reference(image_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dataset = CarlaneDataset()\n",
    "dataset.load_carlane(data_path, \"train\")\n",
    "dataset.prepare()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "mask, mask_type = dataset.load_mask(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'18')"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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11yR5LslkkvuSzOgaLZK0UJzzqqfAA8B/Ax6aLlTVv5/eTnIv8IO+9i9X1foB73M/sAN4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\nQJWkRgxUSWrEQJWkRgxUSWrk/wGk4s7MYXKLFAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3cba81c2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(mask[:,:,0].astype(np.uint8))\n",
    "plt.title(mask_type[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3cb9353f28>"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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r7RaFPUEHiWkyYoQYXVqoOvKjjJ8Ah9pKP1sVkwSgRQ8zK/6HX3rdMRV1nGe0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RipU2GqBFwRDzMXaPDVkeWExBLO94vPcCVQGcTqeuYns0Sodzz99R+BBFEbXQ+dv7/XnByAEn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\ns9HVXe/PSaQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3c8bfe2550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = dataset.load_image(1)\n",
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## Draft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2592, 1944)\n"
     ]
    },
    {
     "data": {
      "image/png": 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BEPwwgzoahrla59sUYTQ7fbNImu8eY2Qst3ScYB0JYau2x2hkLA1iTZncASFo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\nQki5WwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3cc6fd24e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name = names[0]\n",
    "image_path = os.path.join(data_path, name+'.jpg')\n",
    "image = Image.open(image_path)\n",
    "plt.imshow(image)\n",
    "print(image.size)\n",
    "width, height = image.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": true,
    "hidden": true
   },
   "outputs": [],
   "source": [
    "json_path = os.path.join(data_path, name + '.json')\n",
    "annotation = json.load(open(json_path))\n",
    "annotation = annotation['datalist']\n",
    "polygons = [ a['arr'] for a in annotation]\n",
    "polygons = [[(xy['x'], xy['y'])for xy in p] for p in polygons]\n",
    "polygons_type = [ a['type'] for a in annotation]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true,
    "hidden": true
   },
   "outputs": [],
   "source": [
    "mask = np.zeros([height, width, len(polygons)], dtype=np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": true,
    "hidden": true
   },
   "outputs": [],
   "source": [
    "for i, polygon in enumerate(polygons):\n",
    "    m = Image.new('L',(width, height),color=0)\n",
    "    draw = ImageDraw.Draw(m)\n",
    "    draw.polygon(polygon, fill=1, outline=1)\n",
    "    mask[:,:,i] = np.array(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3ccc02b780>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1ofVh4K+BCeApnOGXtMSkN+k+vlZkVW3OloXuhqRXqAO1n9N1ala/m/cvpSSpEQNVkhox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\nJT5uAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3cce733a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(mask[:,:,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(m).max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "hidden": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
